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Data-driven prediction and optimization toward net-zero and positive-energy buildings: A systematic review
SN Mousavi, MG Villarreal-Marroquín… - Building and …, 2023 - Elsevier
Recent advances toward sustainable cities have promoted the concept of near-zero energy
consumption. A Positive Energy Building (PEB) model has been developed by the European …
consumption. A Positive Energy Building (PEB) model has been developed by the European …
[HTML][HTML] A review on occupancy prediction through machine learning for enhancing energy efficiency, air quality and thermal comfort in the built environment
The occupants' presence, activities, and behaviour can significantly impact the building's
performance and energy efficiency. Currently, heating, ventilation, and air-conditioning …
performance and energy efficiency. Currently, heating, ventilation, and air-conditioning …
Evolution and performance analysis of adaptive thermal comfort models–A comprehensive literature review
Thermal comfort is fundamental to indoor environmental design and operation as well as
indoor thermal environment evaluation. This paper has reviewed the historic evolution of …
indoor thermal environment evaluation. This paper has reviewed the historic evolution of …
Application of machine learning in thermal comfort studies: A review of methods, performance and challenges
ZQ Fard, ZS Zomorodian, SS Korsavi - Energy and Buildings, 2022 - Elsevier
This paper provides a systematic review on the application of Machine Learning (ML) in
thermal comfort studies to highlight the latest methods and findings and provide an agenda …
thermal comfort studies to highlight the latest methods and findings and provide an agenda …
Machine learning-based prediction of outdoor thermal comfort: Combining Bayesian optimization and the SHAP model
Rising global temperatures have resulted in urban heat waves in recent years, endangering
residents' health and even their lives. As a result, accurate outdoor thermal comfort …
residents' health and even their lives. As a result, accurate outdoor thermal comfort …
[HTML][HTML] Ten questions concerning well-being in the built environment
Well-being in the built environment is a topic that features frequently in building standards
and certification schemes, in scholarly articles and in the general press. However, despite …
and certification schemes, in scholarly articles and in the general press. However, despite …
Computer vision to advance the sensing and control of built environment towards occupant-centric sustainable development: A critical review
As urban development progresses, the built environment control has faced more critical
challenges in improving energy efficiency, air quality, and environmental comfort. Occupant …
challenges in improving energy efficiency, air quality, and environmental comfort. Occupant …
Personal thermal comfort models with wearable sensors
A personal comfort model is an approach to thermal comfort modeling, for thermal
environmental design and control, that predicts an individual's thermal comfort response …
environmental design and control, that predicts an individual's thermal comfort response …
A practical deep reinforcement learning framework for multivariate occupant-centric control in buildings
Reinforcement learning (RL) has been shown to have the potential for optimal control of
heating, ventilation, and air conditioning (HVAC) systems. Although research on RL-based …
heating, ventilation, and air conditioning (HVAC) systems. Although research on RL-based …
Personal thermal management techniques for thermal comfort and building energy saving
Personal thermal management (PTM) technologies, which establish local thermal envelope
around human body instead of cooling/heating the entire building space, have great …
around human body instead of cooling/heating the entire building space, have great …